SOTAVerified

Scene Graph Generation

A scene graph is a structured representation of an image, where nodes in a scene graph correspond to object bounding boxes with their object categories, and edges correspond to their pairwise relationships between objects. The task of Scene Graph Generation is to generate a visually-grounded scene graph that most accurately correlates with an image.

Source: Scene Graph Generation by Iterative Message Passing

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 318 papers

TitleStatusHype
SPADE: Spatial-Aware Denoising Network for Open-vocabulary Panoptic Scene Graph Generation with Long- and Local-range Context Reasoning—0
CAT-SG: A Large Dynamic Scene Graph Dataset for Fine-Grained Understanding of Cataract Surgery—0
CoPa-SG: Dense Scene Graphs with Parametric and Proto-Relations—0
HOIverse: A Synthetic Scene Graph Dataset With Human Object Interactions—0
Open World Scene Graph Generation using Vision Language ModelsCode2
Hi-Dyna Graph: Hierarchical Dynamic Scene Graph for Robotic Autonomy in Human-Centric Environments—0
EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity UnderstandingCode1
A Reverse Causal Framework to Mitigate Spurious Correlations for Debiasing Scene Graph Generation—0
LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical StudyCode0
From Data to Modeling: Fully Open-vocabulary Scene Graph Generation—0
SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph RetrievalCode0
ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling—0
Relation-R1: Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relational Comprehension—0
Robo-SGG: Exploiting Layout-Oriented Normalization and Restitution for Robust Scene Graph Generation—0
Generalized Visual Relation Detection with Diffusion Models—0
SAMJAM: Zero-Shot Video Scene Graph Generation for Egocentric Kitchen Videos—0
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving—0
A Causal Adjustment Module for Debiasing Scene Graph Generation—0
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
What can Off-the-Shelves Large Multi-Modal Models do for Dynamic Scene Graph Generation?—0
Universal Scene Graph Generation—0
DIFFVSGG: Diffusion-Driven Online Video Scene Graph GenerationCode1
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation—0
FunGraph: Functionality Aware 3D Scene Graphs for Language-Prompted Scene Interaction—0
MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsCode2
Unbiased Video Scene Graph Generation via Visual and Semantic Dual Debiasing—0
Weakly Supervised Video Scene Graph Generation via Natural Language SupervisionCode1
KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph GenerationCode0
Leveraging V2X for Collaborative HD Maps Construction Using Scene Graph Generation—0
UniQ: Unified Decoder with Task-specific Queries for Efficient Scene Graph Generation—0
Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene—0
Navigating the Unseen: Zero-shot Scene Graph Generation via Capsule-Based Equivariant Features—0
Hybrid Reciprocal Transformer with Triplet Feature Alignment for Scene Graph Generation—0
Relation-aware Hierarchical Prompt for Open-vocabulary Scene Graph Generation—0
RelationField: Relate Anything in Radiance FieldsCode2
RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype LearningCode1
SceneLLM: Implicit Language Reasoning in LLM for Dynamic Scene Graph Generation—0
Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph GenerationCode0
Motion-aware Contrastive Learning for Temporal Panoptic Scene Graph Generation—0
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language ModelsCode1
LLaVA-SpaceSGG: Visual Instruct Tuning for Open-vocabulary Scene Graph Generation with Enhanced Spatial RelationsCode1
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation—0
Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation—0
Unbiased Scene Graph Generation by Type-Aware Message Passing on Heterogeneous and Dual Graphs—0
Federated Voxel Scene Graph for Intracranial HemorrhageCode0
Situational Scene Graph for Structured Human-centric Situation UnderstandingCode0
Scene Graph Generation with Role-Playing Large Language ModelsCode1
Hydra-SGG: Hybrid Relation Assignment for One-stage Scene Graph Generation—0
Point2Graph: An End-to-end Point Cloud-based 3D Open-Vocabulary Scene Graph for Robot Navigation—0
Towards Localizing Structural Elements: Merging Geometrical Detection with Semantic Verification in RGB-D Data—0
Show:102550
← PrevPage 1 of 7Next →
All datasetsVisual Genome4D-OR3R-ScanVRDGQAMM-ORMS-COCO

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ExpressiveSGGR@10039.12—Unverified
2NeuSyRER@10039.1—Unverified
3KnowZRelzR@10035.65—Unverified
4SpeaQ (without reweighting)Recall@5032.9—Unverified
5SpeaQ (with reweighting)Recall@5032.1—Unverified
6Causal-TDERecall@5031.93—Unverified
7SG-EBMRecall@5031.74—Unverified
8GPS-NetRecall@5028.9—Unverified
9LOGINRecall@5028.2—Unverified
10VCTreeRecall@5027.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ORacleF10.91—Unverified
2MM2SGF10.9—Unverified
3Pix2SGF10.9—Unverified
4LABRAD-ORF10.88—Unverified
54D-OR baselineF10.75—Unverified
#ModelMetricClaimedVerifiedStatus
1SceneGraphFusionTop-5 Accuracy0.87—Unverified
23DSSG [Wald2020_3dssg]Top-5 Accuracy0.66—Unverified
#ModelMetricClaimedVerifiedStatus
1FactorizableNetRecall@5018.32—Unverified
2VRDRecall@5018.16—Unverified
#ModelMetricClaimedVerifiedStatus
1KnowZRelzR@10029.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MM2SGMacro F10.53—Unverified
#ModelMetricClaimedVerifiedStatus
1NeuSyRER@10038.5—Unverified